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Arkistoitu opetusohjelma 2016–2017
Selaat vanhentunutta opetusohjelmaa. Voimassa olevan opetusohjelman löydät täältä.
Master's Degree Programme in Computational Big Data Analytics

Periodit

I Periodi (29.8.2016 – 23.10.2016)
II Periodi (24.10.2016 – 16.12.2016)
III Periodi (9.1.2017 – 5.3.2017)
IV Periodi (6.3.2017 – 28.5.2017)

Alla on kuvattu CBDA-maisteriohjelman opetusohjelma lukuvuodelle 2016-2017. Tutkintorakenne ja -vaatimukset on kuvattu opinto-oppaassa. Kurssien vastuuopettajat on listattu tutkinto-ohjelman sivulla.

Tätä listausta täydentää maisteriohjelmaan kuuluvien yleisten opintojen opetusohjelma.

Tilastotieteen maisteriopintoja (opinto-opas 2012-2015) suorittavat opiskelijat valitsevat opintonsa tästä uuden maisteriohjelman mukaisesta opetusohjelmasta (MTT-alkuiset opintojaksokoodit). Vanhojen ja uusien opintojaksojen vastaavuudet voi tarkistaa opetussuunnitelmasta ja erillisestä vastaavuustaulukosta.

Epäselvissä kysymyksissä suositellaan ottamaan yhteyttä HOPS-opettajaan tai opintokoordinaattoriin mahdollisimman aikaisessa vaiheessa.

Tampere3-ristiinopiskelusta, TaY:n opiskelijat

Ristiinopiskeluun liittyvät ohjeet on koottu yksikön ohjesivulle ja ristiinopiskelupalveluun.

Tampere3-ristiinopiskelusta, muut T3-opiskelijat

Noudata oman organisaatiosi ja ristiinopiskelupalvelun ohjeita.

Periodi (29.8.2016 - 23.10.2016)
Muut ja valinnaiset opinnot [I Periodi]

The course will require, in the order of importance (most important first), the following:

  • Satisfactory programming skills (including object-oriented programming). E.g. the introductory Java-based programming courses TIEP1 High Level Programming I and TIEP5 High Level Programming II.
  • Basics of databases. E.g. the course TIEP3 Databases.
  • Basics of statistics. E.g. the course MTTP1 Introduction to Statistics.
Enrolment for University Studies

Priority is given to 1) the students in the Master's Degree Programme in Computational Big Data Analytics and 2) students in the degree programmes in Computer Sciences and Mathematics and Statistics.

Enrolment time has expired
Heikki Hyyrö, Teacher responsible
Heikki.Hyyro[ät]uta.fi
Teaching
29-Aug-2016 – 20-Dec-2016
Lectures
Wed 31-Aug-2016 - 19-Oct-2016 weekly at 14-16, Main Building LSA3
Exercises
Wed 7-Sep-2016 - 21-Sep-2016 weekly at 16-18, Pinni B0016
Wed 5-Oct-2016 - 26-Oct-2016 weekly at 16-18, Pinni B0016
Exceptions:
26-Oct-2016 at 16 –18 , Pinni B0039
Thu 6-Oct-2016 - 27-Oct-2016 weekly at 14-16, Pinni B0016
Fri 7-Oct-2016 - 28-Oct-2016 weekly, Pinni B0016
Periods: I II
Language of instruction: English

Opintojakso sisältää vaihtoehtoisia 5 op:n laajuisia kirjapaketteja. Katso tarkemmat kuvaustiedot paketeista kurssisivulta.
Tarjolla olevat kirjapaketit:

a) Tietokäytännöt
b) Tiedonhakujärjestelmät
c) Vuorovaikutteinen tiedonhaku
d) Tehtäväperustainen tiedonhaku

Katso tarkemmat sisällöt ja ohjeet opintojakson kotisivulta.

Useita eri opettajia, Opettaja
Opetus
29.8.2016 – 31.7.2017
Periodit: I II III IV
Opetuskieli: suomi

a) Information practices
b) Information retrieval systems
c) Interactive information retrieval
d) Task-based information retrieval

Reijo Savolainen, Teacher responsible
Reijo.Savolainen[ät]uta.fi
Heikki Keskustalo, Teacher responsible
Heikki.Keskustalo[ät]uta.fi
Jaana Kekäläinen, Teacher responsible
Jaana.Kekalainen[ät]uta.fi
Eero Sormunen, Teacher responsible
Eero.Sormunen[ät]uta.fi
Teaching
29-Aug-2016 – 31-Jul-2017
Periods: I II III IV
Language of instruction: English
Syventävät opinnot [I Periodi]
Enrolment for University Studies

New enrolments for the spring term: contact the teacher responsible.

Enrolments for the autumn/whole academic year:

Enrolment time has expired
Jaakko Peltonen, Teacher responsible
Jaakko.Peltonen[ät]uta.fi
Teaching
29-Aug-2016 – 19-May-2017
Seminar
Autumn 2016
Mon 29-Aug-2016 - 12-Dec-2016 weekly at 12-14, Pinni B0020, exact dates agreed in the beginning of the semester.
Spring 2017
Tue 10-Jan-2017 - 9-May-2017 weekly at 14-16, Pinni B0020, exact dates agreed during the semester.
Exceptions:
10-Jan-2017 , Pinni B2077
Periods: I II III IV
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Hyon-Jung Kim-Ollila, Teacher responsible
Hyon-Jung.Kim[ät]uta.fi
Teaching
5-Sep-2016 – 17-Oct-2016
Lectures
Mon 5-Sep-2016 - 17-Oct-2016 weekly at 12-14, Pinni A2089
Exceptions:
12-Sep-2016 , Main building A4
19-Sep-2016 , Main building D13
26-Sep-2016 , Linna ML50
3-Oct-2016 , Pinni B, ML40
Wed 7-Sep-2016 - 12-Oct-2016 weekly at 10-12, Pinni A3103
Exercises
Wed 7-Sep-2016 - 12-Oct-2016 weekly at 12-14, Pinni A2089
Exceptions:
7-Sep-2016 , Pinni A3107
28-Sep-2016 , Linna ML50
5-Oct-2016 , Linna ML50
Periods: I
Language of instruction: English

Modes of study

- Lectures
- Exercises (independent work)
- Exam

Enrolment for University Studies

If you missed the original deadline, please enroll by sending an email to the teacher.

Enrolment time has expired
Jaakko Peltonen, Teacher responsible
Jaakko.Peltonen[ät]uta.fi
Teaching
29-Aug-2016 – 12-Dec-2016
Lectures
Mon 29-Aug-2016 - 12-Dec-2016 weekly at 14-16, Pinni B0020
Periods: I II
Language of instruction: English

Recommended preceding studies:

  • TIETA6 Data Structures and
  • MTTTP1 Introduction to statistics

Or equivalent courses.

Enrolment for University Studies
Enrolment time has expired
Kati Iltanen, Teacher responsible
Kati.Iltanen[ät]uta.fi
Teaching
31-Aug-2016 – 16-Dec-2016
Lectures 40 hours
Part I (5 ECTS)
Wed 31-Aug-2016 - 12-Oct-2016 weekly at 8-10, First meeting in Pinni B0016, others in Pinni B2077
Mon 5-Sep-2016 - 10-Oct-2016 weekly at 8-10, Pinni B2077
Part II (5 ECTS)
Mon 24-Oct-2016 - 5-Dec-2016 weekly at 8-10, Pinni B2077
Wed 26-Oct-2016 - 7-Dec-2016 weekly at 8-10, Pinni B2077
Exercises 20 hours
Part I
Fri 2-Sep-2016 - 14-Oct-2016 weekly at 8-10, PInni B2077
Part II
Fri 28-Oct-2016 - 9-Dec-2016 weekly at 8-10, Pinni B2077
Periods: I II
Language of instruction: English
Periodi (24.10.2016 - 16.12.2016)
Syventävät opinnot [II Periodi]

This course covers a wide range of statistical models and methods for data that are collected at different spatial locations (and at different times).

These data are called spatial  (or spatio-temporal) data, which are prevalent in many disciplines such as forestry, climatology, geology, environmental and health sciences, and economy, etc.

Topics covered include the geostatistical techniques of kriging and variogram analysis, point process methods for spatial case control, and area-level analysis.

Enrolment for University Studies
Enrolment time has expired
Hyon-Jung Kim-Ollila, Teacher responsible
Hyon-Jung.Kim[ät]uta.fi
Teaching
26-Oct-2016 – 7-Dec-2016
Lectures
Wed 26-Oct-2016 - 7-Dec-2016 weekly at 10-12, Pinni A2089
Exceptions:
26-Oct-2016 , Main building A4
30-Nov-2016 at 12 –16 , ML B1084, midterm exam
Mon 31-Oct-2016 - 5-Dec-2016 weekly at 12-14, Pinni B1083
Exercises
Wed 2-Nov-2016 - 7-Dec-2016 weekly at 12-14, Pinni A2089
Exceptions:
2-Nov-2016 , Pinni ML40 (B0040)
9-Nov-2016 , Linna ML50
23-Nov-2016 , ML B1084
30-Nov-2016 at 12 –16 , ML B1084, midterm exam
Fri 9-Dec-2016 at 12-14, ML B1084
Periods: II
Language of instruction: English
Enrolment for University Studies

If more than 40 students enroll priority will be given to 1) the students in the Master's Degree Programme in Computational Big Data Analytics, 2) the students in the Master's Degree Programme in Software Development, and 3) the students in the Master's Programme in Information Studies and Interactive Media, Specialization in Information Practices.

Enrolment time has expired
Konstantinos Stefanidis, Teacher responsible
Kostas.Stefanidis[ät]uta.fi
Teaching
24-Oct-2016 – 31-Dec-2016
Lectures
Mon 24-Oct-2016 - 12-Dec-2016 weekly at 10-12, Pinni B0016
Thu 27-Oct-2016 - 15-Dec-2016 weekly at 10-12, Pinni B0016
Exercises
Fri 28-Oct-2016 - 16-Dec-2016 weekly at 10-12, Pinni B0016
Periods: II
Language of instruction: English
Further information:

Recommended preceding studies: TIEP3 Data Bases ITIA4 Introduction to information retrieval TIETA17 Introduction to Big Data Processing

Periodi (9.1.2017 - 5.3.2017)
Muut ja valinnaiset opinnot [III Periodi]
Heikki Huttunen(TUT), Teacher responsible
Teaching
9-Jan-2017 –
Lectures
Periods: III
Language of instruction: English
Further information:

This course is organized by TUT and UTA students must

  1. Apply for study right through Service for Cross-Institutional Studies.
  2. Make sure to apply for the right to study well in advance so that you have enough time to also activate the user account of TUT and
  3. to sign up for the studies according to the schedules of TUT.

Read carefully the UTA instructions.

This course cannot be taken if student has done TIETS39 Machine Learning Algorithms.

Note. The prerequisite SGN -courses are not required from UTA students.

Syventävät opinnot [III Periodi]
Enrolment for University Studies
Enrolment time has expired
Jaakko Peltonen, Teacher responsible
Jaakko.Peltonen[ät]uta.fi
Teaching
9-Jan-2017 – 12-May-2017
Lectures
Tue 10-Jan-2017 - 9-May-2017 weekly at 12-14, Pinni B2077
Exceptions:
10-Jan-2017 , Pinni B0020
Periods: III IV
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Heikki Hyyrö, Teacher responsible
Heikki.Hyyro[ät]uta.fi
Teaching
9-Jan-2017 – 5-Mar-2017
Lectures
Mon 9-Jan-2017 - 20-Feb-2017 weekly at 14-16, Pinni B0016
Wed 11-Jan-2017 - 22-Feb-2017 weekly at 14-16, Linna lr K109
Exercises
Fri 20-Jan-2017 - 3-Mar-2017 weekly at 12-14, Pinni B0016
Periods: III
Language of instruction: English
Further information:

Note. You can not include both MAT-72006 Advanced Algorithms and Data Structures  7 ECTS (TUT) and this course in your M.Sc. degree (120 ECTS).

Enrolment for University Studies
Enrolment time has expired
Martti Juhola, Teacher responsible
Martti.Juhola[ät]uta.fi
Teaching
17-Jan-2017 – 23-Feb-2017
Lectures 24 hours
Tue 17-Jan-2017 - 21-Feb-2017 weekly at 10-12, Main Building lr C8
Wed 18-Jan-2017 - 22-Feb-2017 weekly at 10-12, Main Building lr C8
Exercises 10 hours
Thu 26-Jan-2017 - 23-Feb-2017 weekly at 12-14, Main Building lr C8
Periods: III
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Konstantinos Stefanidis, Teacher responsible
Kostas.Stefanidis[ät]uta.fi
Teaching
9-Jan-2017 – 30-Apr-2017
Lectures
Wed 11-Jan-2017 - 26-Apr-2017 weekly at 12-14, Pinni B4113
Fri 13-Jan-2017 - 28-Apr-2017 weekly at 10-12, Main Building lr C6
Exceptions:
24-Mar-2017 at 10 –12 , Pinni B0016
Periods: III IV
Language of instruction: English
Further information:

The course belongs to followig study modules

  • in CBDA “Advanced Courses in Methods of Computational Data Analytics"
  • in SDE “Optional Course Unit in Software Development”
  • in CS "Advanced studies" in Computational methods and data bases and information retrieval.
Työpaja [III Periodi]

Statistics workshop is intended for those who want to come to solve the exercises (especially the intermediate studies in Statistics) together with other students assisted by the teacher. The workshop does no accumulate the credits for the course examinations.

Tapio Nummi, Teacher responsible
Tapio.Nummi[ät]uta.fi
Katriina Koivusalo, Teacher
Teaching
23-Jan-2017 – 29-May-2017
Tutorials
Period III
Mon 23-Jan-2017 - 27-Feb-2017 weekly at 16-18, Pinni B0016
Period IV
Mon 13-Mar-2017 - 24-Apr-2017 weekly at 16-18, Pinni B0016
Periods: III IV
Language of instruction: English
Periodi (6.3.2017 - 28.5.2017)
Muut ja valinnaiset opinnot [IV Periodi]

Recommended preceding studies: Data Structures, basics of statistics, basics of mathematics and linear algebra.

NOTE, contact teaching (lectures and excercises) is in Finnish. The lectures are based on study material which is available in English. Weekly exercises will be available in English and are to be sent to the teacher.

Enrolment for University Studies
Enrolment time has expired
Martti Juhola, Teacher responsible
Martti.Juhola[ät]uta.fi
Jyrki Rasku, Teacher
Teaching
6-Mar-2017 – 31-May-2017
Lectures 24 hours
Tue 7-Mar-2017 - 11-Apr-2017 weekly at 10-12, Aloitus 7.3. Päätalo C6, muuten Pinni B1083, luento myös ti 28.3.2017
Wed 8-Mar-2017 - 19-Apr-2017 weekly at 10-12, Pinni B1083, Ei luentoa ke 29.3.
Exercises 10 hours
Thu 16-Mar-2017 - 27-Apr-2017 weekly at 12-14, Pinni B1083, Ei 30.3. ja 13.4.
Periods: IV
Language of instruction: Finnish
Martti Juhola, Teacher responsible
Martti.Juhola[ät]uta.fi
Teaching
6-Mar-2017 – 31-May-2017
Lectures 24 hours
Exercises 10 hours
Periods: IV
Language of instruction: English
Further information:

Recommended preceding studies: Data Structures, basics of statistics, basics of mathematics and linear algebra.

NOTE, contact teaching (lectures and excercises) is in Finnish. The lectures are based on study material which is available in English. Weekly exercises will be available in English and are to be sent to the teacher.

Syventävät opinnot [IV Periodi]
Enrolment for University Studies
Enrolment time has expired
Arto Luoma, Teacher responsible
Teaching
13-Mar-2017 – 5-May-2017
Lectures
Mon 13-Mar-2017 - 24-Apr-2017 weekly at 10-12, Pinni B0020
Exceptions:
17-Apr-2017 , easter holiday
Exercises
Thu 23-Mar-2017 - 4-May-2017 weekly at 10-12, Pinni B, ML40
Periods: IV
Language of instruction: English